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383 lines (300 loc) · 12.1 KB
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%% spatial
% Load and Prepare Data
clear all, close all, clc
% Load Excel file
[sFile, sPath] = uigetfile('*.xlsx', 'Select Database File');
sFullPath = fullfile(sPath, sFile);
tData = readtable(sFullPath);
% Extract relevant columns
vColumnLabels = tData.Properties.VariableNames(24:end);
vColumnLabelsArray = cellstr(vColumnLabels);
mFullData = table2array(tData(1:end, 24:end));
vSampleDates = datetime(convertStringsToChars(string(table2cell(tData(:, 14)))));
vSampleLocations = string(table2cell(tData(:, 2)));
vWatershed = string(table2cell(tData(:,5)));
vSampleYear = table2array(tData(:,16));
vDistGl = table2array(tData(:,8)); % Distance from glacier
%% Define months and colors
targetMonths = [5, 6, 7, 8, 9];
colors = {[0.8, 0.6, 0.7], [0.9, 0.6, 0], [0.95, 0.9, 0.25], [0, 0.6, 0.5], [0.35, 0.7, 0.9]};
monthLabels = {'May', 'June', 'July', 'August', 'September'};
% Define the dPosition values to iterate over
dPositions = [29, 16, 3, 47];
% Define save folder
folderName = 'U:/GoA plots/NewPlots';
disp('Data successfully loaded and preprocessed.');
%% Matanuska Subplots
columnNames = vColumnLabels;
folderName = 'U:/GoA plots/NewPlots';
years = year(vSampleDates(vWatershed == "Matanuska"));
figure;
set(gcf, 'Position', [100, 100, 600, 800]);
for dpIndex = 1:numel(dPositions)
dPosition = dPositions(dpIndex);
sInput = columnNames{dPosition};
yLimits = [];
if contains(sInput, 'HCO3')
sInput = strrep(sInput, 'HCO3', 'HCO_3^-');
end
if contains(sInput, 'Ca') && ~contains(sInput, 'Ca^{2+}')
sInput = strrep(sInput, 'Ca', 'Ca^{2+}');
end
for yearIndex = 1:2
currentYear = 2022 + (yearIndex - 1);
yearMask = (years == currentYear);
currentData = mFullData(vWatershed == "Matanuska", :);
currentDists = vDistGl(vWatershed == "Matanuska");
months = month(vSampleDates(vWatershed == "Matanuska"));
validMask = ~isnan(currentDists) & ~isnan(currentData(:, dPosition)) & yearMask;
currentDists = currentDists(validMask);
currentData = currentData(validMask, dPosition);
months = months(validMask);
[sortedDists, sortIdx] = sort(currentDists);
sortedData = currentData(sortIdx);
sortedMonths = months(sortIdx);
subplotIndex = (dpIndex - 1) * 2 + yearIndex;
subplot(4, 2, subplotIndex);
hold on;
for i = 1:numel(targetMonths)
monthMask = sortedMonths == targetMonths(i);
xCoords = sortedDists(monthMask);
yCoords = sortedData(monthMask);
if ~isempty(xCoords) && ~isempty(yCoords)
plot(xCoords, yCoords, 'o-', 'Color', colors{i}, ...
'MarkerFaceColor', colors{i}, 'MarkerEdgeColor', 'k', ...
'DisplayName', monthLabels{i});
end
end
if subplotIndex >= 7 % Only show x-axis label on the last two subplots
xlabel('Distance from Glacier (km)');
end
if dPosition == 29 || dPosition == 47
ylabel('Concentration (μg/L)');
else
ylabel('Concentration (mg/L)');
end
title([sInput ' ' num2str(currentYear)], 'Interpreter', 'tex');
% if dpIndex == 1 && yearIndex == 1
% legend('Location', 'northeast');
% end
yLimits = [yLimits, ylim];
end
y_min = min(yLimits);
y_max = max(yLimits);
for yearIndex = 1:2
subplotIndex = (dpIndex - 1) * 2 + yearIndex;
subplot(4, 2, subplotIndex);
ylim([y_min, y_max]);
end
end
saveas(gcf, fullfile(folderName, 'spatial_mat_subplot.svg'), 'svg');
%% Knik Subplots
columnNames = vColumnLabels;
folderName = 'U:/GoA plots/NewPlots';
years = year(vSampleDates(vWatershed == "Knik"));
figure;
set(gcf, 'Position', [100, 100, 600, 800]);
for dpIndex = 1:numel(dPositions)
dPosition = dPositions(dpIndex);
sInput = columnNames{dPosition};
yLimits = [];
if contains(sInput, 'HCO3')
sInput = strrep(sInput, 'HCO3', 'HCO_3^-');
end
if contains(sInput, 'Ca') && ~contains(sInput, 'Ca^{2+}')
sInput = strrep(sInput, 'Ca', 'Ca^{2+}');
end
for yearIndex = 1:2
currentYear = 2022 + (yearIndex - 1);
yearMask = (years == currentYear);
currentData = mFullData(vWatershed == "Knik", :);
currentDists = vDistGl(vWatershed == "Knik");
months = month(vSampleDates(vWatershed == "Knik"));
validMask = ~isnan(currentDists) & ~isnan(currentData(:, dPosition)) & yearMask;
currentDists = currentDists(validMask);
currentData = currentData(validMask, dPosition);
months = months(validMask);
[sortedDists, sortIdx] = sort(currentDists);
sortedData = currentData(sortIdx);
sortedMonths = months(sortIdx);
subplotIndex = (dpIndex - 1) * 2 + yearIndex;
subplot(4, 2, subplotIndex);
hold on;
for i = 1:numel(targetMonths)
monthMask = sortedMonths == targetMonths(i);
xCoords = sortedDists(monthMask);
yCoords = sortedData(monthMask);
if ~isempty(xCoords) && ~isempty(yCoords)
plot(xCoords, yCoords, 'o-', 'Color', colors{i}, ...
'MarkerFaceColor', colors{i}, 'MarkerEdgeColor', 'k', ...
'DisplayName', monthLabels{i});
end
end
if subplotIndex >= 7 % Only show x-axis label on the last two subplots
xlabel('Distance from Glacier (km)');
end
if dPosition == 29 || dPosition == 47
ylabel('Concentration (μg/L)');
else
ylabel('Concentration (mg/L)');
end
title([sInput ' ' num2str(currentYear)], 'Interpreter', 'tex');
% if dpIndex == 1 && yearIndex == 1
% legend('Location', 'northeast');
% end
yLimits = [yLimits, ylim];
end
y_min = min(yLimits);
y_max = max(yLimits);
for yearIndex = 1:2
subplotIndex = (dpIndex - 1) * 2 + yearIndex;
subplot(4, 2, subplotIndex);
ylim([y_min, y_max]);
end
end
saveas(gcf, fullfile(folderName, 'spatial_knik_subplot.svg'), 'svg');
%% Little Susitna Subplots
columnNames = vColumnLabels;
folderName = 'U:/GoA plots/NewPlots';
years = year(vSampleDates(vWatershed == "Little Susitna"));
figure;
set(gcf, 'Position', [100, 100, 600, 800]);
for dpIndex = 1:numel(dPositions)
dPosition = dPositions(dpIndex);
sInput = columnNames{dPosition};
yLimits = [];
if contains(sInput, 'HCO3')
sInput = strrep(sInput, 'HCO3', 'HCO_3^-');
end
if contains(sInput, 'Ca') && ~contains(sInput, 'Ca^{2+}')
sInput = strrep(sInput, 'Ca', 'Ca^{2+}');
end
for yearIndex = 1:2
currentYear = 2022 + (yearIndex - 1);
yearMask = (years == currentYear);
currentData = mFullData(vWatershed == "Little Susitna", :);
currentDists = vDistGl(vWatershed == "Little Susitna");
months = month(vSampleDates(vWatershed == "Little Susitna"));
validMask = ~isnan(currentDists) & ~isnan(currentData(:, dPosition)) & yearMask;
currentDists = currentDists(validMask);
currentData = currentData(validMask, dPosition);
months = months(validMask);
[sortedDists, sortIdx] = sort(currentDists);
sortedData = currentData(sortIdx);
sortedMonths = months(sortIdx);
subplotIndex = (dpIndex - 1) * 2 + yearIndex;
subplot(4, 2, subplotIndex);
hold on;
for i = 1:numel(targetMonths)
monthMask = sortedMonths == targetMonths(i);
xCoords = sortedDists(monthMask);
yCoords = sortedData(monthMask);
if ~isempty(xCoords) && ~isempty(yCoords)
plot(xCoords, yCoords, 'o-', 'Color', colors{i}, ...
'MarkerFaceColor', colors{i}, 'MarkerEdgeColor', 'k', ...
'DisplayName', monthLabels{i});
end
end
if subplotIndex >= 7 % Only show x-axis label on the last two subplots
xlabel('Distance from Glacier (km)');
end
if dPosition == 29 || dPosition == 47
ylabel('Concentration (μg/L)');
else
ylabel('Concentration (mg/L)');
end
title([sInput ' ' num2str(currentYear)], 'Interpreter', 'tex');
%if dpIndex == 1 && yearIndex == 1
%legend('Location', 'northeast');
%end
yLimits = [yLimits, ylim];
end
y_min = min(yLimits);
y_max = max(yLimits);
for yearIndex = 1:2
subplotIndex = (dpIndex - 1) * 2 + yearIndex;
subplot(4, 2, subplotIndex);
ylim([y_min, y_max]);
end
end
saveas(gcf, fullfile(folderName, 'spatial_ls_subplot.svg'), 'svg');
%% Knik legend seperate %% Knik Subplots
columnNames = vColumnLabels;
folderName = 'U:/GoA plots/NewPlots';
years = year(vSampleDates(vWatershed == "Knik"));
figure;
set(gcf, 'Position', [100, 100, 600, 800]);
for dpIndex = 1:numel(dPositions)
dPosition = dPositions(dpIndex);
sInput = columnNames{dPosition};
yLimits = [];
if contains(sInput, 'HCO3')
sInput = strrep(sInput, 'HCO3', 'HCO_3^-');
end
if contains(sInput, 'Ca') && ~contains(sInput, 'Ca^{+2}')
sInput = strrep(sInput, 'Ca', 'Ca^{2+}');
end
for yearIndex = 1:2
currentYear = 2022 + (yearIndex - 1);
yearMask = (years == currentYear);
currentData = mFullData(vWatershed == "Knik", :);
currentDists = vDistGl(vWatershed == "Knik");
months = month(vSampleDates(vWatershed == "Knik"));
validMask = ~isnan(currentDists) & ~isnan(currentData(:, dPosition)) & yearMask;
currentDists = currentDists(validMask);
currentData = currentData(validMask, dPosition);
months = months(validMask);
[sortedDists, sortIdx] = sort(currentDists);
sortedData = currentData(sortIdx);
sortedMonths = months(sortIdx);
subplotIndex = (dpIndex - 1) * 2 + yearIndex;
subplot(4, 2, subplotIndex);
hold on;
for i = 1:numel(targetMonths)
monthMask = sortedMonths == targetMonths(i);
xCoords = sortedDists(monthMask);
yCoords = sortedData(monthMask);
if ~isempty(xCoords) && ~isempty(yCoords)
plot(xCoords, yCoords, 'o-', 'Color', colors{i}, ...
'MarkerFaceColor', colors{i}, 'MarkerEdgeColor', 'k', ...
'DisplayName', monthLabels{i});
end
end
if subplotIndex >= 7 % Only show x-axis label on the last two subplots
xlabel('Distance from Glacier (km)');
end
if dPosition == 29 || dPosition == 47
ylabel('Concentration (μg/L)');
else
ylabel('Concentration (mg/L)');
end
title([sInput ' ' num2str(currentYear)], 'Interpreter', 'tex');
% Commented out the legend here
% if dpIndex == 1 && yearIndex == 1
% legend('Location', 'northeast');
% end
yLimits = [yLimits, ylim];
end
y_min = min(yLimits);
y_max = max(yLimits);
for yearIndex = 1:2
subplotIndex = (dpIndex - 1) * 2 + yearIndex;
subplot(4, 2, subplotIndex);
ylim([y_min, y_max]);
end
end
saveas(gcf, fullfile(folderName, 'spatial_knik_subplot.svg'), 'svg');
%% Separate Legend Figure
legendFigure = figure;
set(legendFigure, 'Position', [100, 100, 300, 200]);
hold on;
% Dummy plots to create legend
legendHandles = gobjects(1, numel(targetMonths));
for i = 1:numel(targetMonths)
legendHandles(i) = plot(nan, nan, 'o-', 'Color', colors{i}, ...
'MarkerFaceColor', colors{i}, 'MarkerEdgeColor', 'k', ...
'DisplayName', monthLabels{i});
end
legend(legendHandles, monthLabels, 'Location', 'northwest');
axis off; % Hide axes
saveas(legendFigure, fullfile(folderName, 'spatial_legend.svg'), 'svg');